{"id":38254,"date":"2025-08-29T17:56:48","date_gmt":"2025-08-29T09:56:48","guid":{"rendered":"https:\/\/aicats.wiki\/?p=38254"},"modified":"2025-08-29T17:56:48","modified_gmt":"2025-08-29T09:56:48","slug":"agent-laboratory%ef%bc%9a%e8%ae%93llm-agent%e6%88%90%e7%82%ba%e4%bd%a0%e7%9a%84%e7%a0%94%e7%a9%b6%e5%8a%a9%e6%89%8b%ef%bc%8c%e5%8a%a0%e9%80%9f%e7%a7%91%e5%ad%b8%e7%99%bc%e7%8f%be","status":"publish","type":"post","link":"https:\/\/aicats.wiki\/tw\/2025\/08\/29\/38254-html","title":{"rendered":"Agent Laboratory\uff1a\u8b93LLM Agent\u6210\u70ba\u4f60\u7684\u7814\u7a76\u52a9\u624b\uff0c\u52a0\u901f\u79d1\u5b78\u767c\u73fe"},"content":{"rendered":"<h4 class=\"wp-block-heading\">Agent Laboratory\u5e73\u53f0\u6982\u8ff0<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Agent Laboratory\u7531AMD\u8207\u7d04\u7ff0\u970d\u666e\u91d1\u65af\u5927\u5b78\u7814\u7a76\u5718\u968a\u5171\u540c\u63a8\u51fa\uff0c\u662f\u91dd\u5c0d\u79d1\u5b78\u7814\u7a76\u9818\u57df\u7684\u524d\u6cbf\u4eba\u5de5\u667a\u6167\u7814\u7a76\u67b6\u69cb\u3002\u5e73\u53f0\u6df1\u5ea6\u96c6\u6210<a href=\"https:\/\/aicats.wiki\/tw\/2025\/08\/19\/34650-html\/\" title=\"new bing\u5230\u5e95\u600e\u9ebc\u7528\uff1f 2025\u5e74\u65b0\u7248AI\u52a9\u7406\u5168\u529f\u80fd\u6df1\u5ea6\u89e3\u6790\u8207\u5be6\u7528\u6280\u5de7\u6307\u5357\">\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09<\/a>\uff0c\u81f4\u529b\u65bc\u70ba\u79d1\u5b78\u7814\u7a76\u63d0\u4f9b\u81ea\u4e3b\u3001\u9ad8\u6548\u4e14\u652f\u6301\u4eba\u985e\u5354\u4f5c\u7684\u667a\u6167\u7814\u7a76\u74b0\u5883\u3002\u5176\u6700\u5927\u4eae\u9ede\u5728\u65bc\u80fd\u5920\u81ea\u52d5\u5316\u57f7\u884c\u5f9e\u6587\u737b\u7d9c\u8ff0\u3001\u5be6\u9a57\u8a2d\u8a08\u5230\u5831\u544a\u64b0\u5beb\u7684\u5b8c\u6574\u79d1\u7814\u6d41\u7a0b\uff0c\u4e26\u900f\u904e\u5354\u540c\u6a21\u5f0f\u63a5\u53d7\u4eba\u985e\u6307\u5c0e\uff0c\u5be6\u73fe\u7814\u7a76\u6548\u7387\u8207\u54c1\u8cea\u7684\u6700\u4f73\u5e73\u8861\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1715\" height=\"916\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/image-758.png\" alt=\"Agent Laboratory\uff1a\u8b93LLM Agent\u6210\u70ba\u4f60\u7684\u7814\u7a76\u52a9\u624b\uff0c\u52a0\u901f\u79d1\u5b78\u767c\u73fe\" class=\"wp-image-38308\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Agent Laboratory\u5b98\u65b9\u93c8\u63a5<\/strong><br>\u76ee\u524d\u72c0\u614b\uff1a\u958b\u6e90\u9805\u76ee\uff0c\u8ad6\u6587\u5df2\u767c\u5e03\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/my_prefix_1756427861.png\" alt=\"\u970d\u666e\u91d1\u65afAI\u5be6\u9a57\u5ba4\u5b98\u7db2\u4ecb\u9762\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/it.johnshopkins.edu\/ai\/hopkins-ai-lab\/\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u970d\u666e\u91d1\u65afAI\u5be6\u9a57\u5ba4\u5b98\u7db2\u4ecb\u9762<\/a><\/figcaption><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">\u5e73\u53f0\u6838\u5fc3\u7279\u6027<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1. \u591a\u667a\u80fd\u9ad4\u5354\u540c\u6846\u67b6<\/strong><br>\u5e73\u53f0\u5167\u5efa\u591a\u500b\u5c08\u8077LLM Agent\uff08\u5982PhD\u3001Postdoc\u3001ML Engineer\uff09\uff0c\u5404\u53f8\u5176\u8077\uff0c\u900f\u904e\u5c0d\u8a71\u8207\u5354\u4f5c\u5171\u540c\u63a8\u9032\u7814\u7a76\u4efb\u52d9\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6a21\u64ec\u771f\u5be6\u79d1\u5b78\u7814\u7a76\u5718\u968a\u5de5\u4f5c\u6d41\u7a0b\uff0c\u63d0\u5347\u4efb\u52d9\u62c6\u89e3\u8207\u57f7\u884c\u7684\u5c08\u696d\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1715\" height=\"916\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/image-759.png\" alt=\"Image\" class=\"wp-image-38313\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f\u591a\u6a21\u578b\u540c\u6b65\u8abf\u7528<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2. \u4eba\u6a5f\u5354\u540c\u8207\u96d9\u6a21\u904b\u884c<\/strong><br>\u652f\u63f4\u201c\u81ea\u4e3b\u6a21\u5f0f\u201d\u8207\u201c\u5354\u540c\u6a21\u5f0f\u201d\uff0c\u4f7f\u7528\u8005\u53ef\u5728\u5404\u968e\u6bb5\u4ecb\u5165\u4e26\u63d0\u4f9b\u56de\u994b\uff0c\u78ba\u4fdd\u7814\u7a76\u65b9\u5411\u7cbe\u6e96\u53ef\u63a7\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6240\u6709\u5173\u952e\u8282\u70b9\u5747\u53ef\u4eba\u5de5\u5e72\u9884\uff0c<a class=\"external\" href=\"https:\/\/aicats.wiki\/tw\/tag\/ai\" title=\"\u67e5\u770b\u8207 AI \u76f8\u95dc\u7684\u6587\u7ae0\" target=\"_blank\">AI<\/a>\u5728\u8f85\u52a9\u4eba\u7c7b\u800c\u975e\u53d6\u4ee3\u4eba\u7c7b\u3002<\/li>\n\n\n\n<li>\u5168\u6d41\u7a0b\u900f\u660e\uff0c\u5927\u5e45\u964d\u4f4e\u7814\u7a76\u504f\u96e2\u9810\u671f\u7684\u98a8\u96aa\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1715\" height=\"916\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/image-761-2.jpg\" alt=\"\u6b65\u9a5f\u96a8\u6642\u4ecb\u5165\" class=\"wp-image-38335\"\/><figcaption class=\"wp-element-caption\">\u5716\/\u6b65\u9a5f\u96a8\u6642\u4ecb\u5165<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>3. \u7aef\u5c0d\u7aef\u79d1\u5b78\u7814\u7a76\u81ea\u52d5\u5316<\/strong><br>API\u8207\u5167\u5efa\u5de5\u5177\u93c8\uff08<code>mle-solver<\/code>\u3001<code>paper-solver<\/code>\uff09\u6df1\u5ea6\u878d\u5408\uff0c\u8986\u84cb\u5f9e\u9748\u611f\u9a57\u8b49\u5230\u6210\u679c\u8f38\u51fa\u7684\u5168\u93c8\u8def\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1715\" height=\"916\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/image-761-1.jpg\" alt=\"\u601d\u7dad\u8f38\u51fa\u904e\u7a0b\" class=\"wp-image-38330\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f\u601d\u7dad\u8f38\u51fa\u904e\u7a0b<\/figcaption><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63a8\u52d5\u50b3\u7d71\u79d1\u5b78\u7814\u7a76\u6d41\u7a0b\u7684\u6578\u4f4d\u5316\u8b8a\u9769\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>4. \u958b\u653e\u8207\u793e\u5340\u751f\u614b<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9805\u76ee\u4ee3\u78bc\u8207\u8ad6\u6587\u5b8c\u5168\u516c\u958b\uff0c\u9f13\u52f5\u793e\u5340\u5fa9\u73fe\u8207\u4e8c\u6b21\u958b\u767c\u3002<\/li>\n\n\n\n<li>\u5b9a\u671f\u767c\u5e03\u8a55\u4f30\u7d50\u679c\uff0c\u63a8\u52d5LLM Agent\u5728\u79d1\u7814\u61c9\u7528\u9818\u57df\u7684\u6a19\u6e96\u5efa\u7acb\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1715\" height=\"916\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/image-761.jpg\" alt=\"Image\" class=\"wp-image-38325\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/agentlaboratory.github.io\/\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5c08\u6848\u958b\u6e90\u9801\u9762<\/a><\/figcaption><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">\u79d1\u5b78\u7814\u7a76\u81ea\u52d5\u5316\u61c9\u7528\u6a21\u5f0f<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1. \u81ea\u52d5\u5316\u6587\u737b\u7d9c\u8ff0<\/strong><br>\u50b3\u7d71\u4eba\u5de5\u6aa2\u7d22\u8207\u7be9\u9078\u6587\u737b\u8017\u6642\u8cbb\u529b\uff0c\u4e14\u6613\u907a\u6f0f\u95dc\u9375\u8cc7\u8a0a\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5e73\u53f0\u900f\u904ePhD Agent\u547c\u53ebarXiv API\uff0c\u4e00\u9375\u5be6\u73fe\u76f8\u95dc\u8ad6\u6587\u7684\u81ea\u52d5\u6aa2\u7d22\u3001\u6458\u8981\u8a55\u4f30\u3001\u5168\u6587\u64f7\u53d6\u8207\u6574\u5408\uff0c\u9ad8\u6548\u5efa\u69cb\u7814\u7a76\u7684\u7406\u8ad6\u57fa\u790e\u3002<\/li>\n\n\n\n<li><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2. \u81ea\u52d5\u5316\u5be6\u9a57\u8a2d\u8a08\u8207\u57f7\u884c<\/strong><br>\u79d1\u7814\u4eba\u54e1\u5e38\u56e0\u7de8\u78bc\u8207\u8abf\u8a66\u8017\u8cbb\u5927\u91cf\u7cbe\u529b\u3002 Agent Laboratory\u7d50\u5408<code>mle-solver<\/code>\u6a21\u7d44\uff0c\u81ea\u52d5\u7522\u751f\u3001\u6e2c\u8a66\u4e26\u512a\u5316\u6a5f\u5668\u5b78\u7fd2\u7a0b\u5f0f\u78bc\uff0c\u5927\u5e45\u63d0\u5347\u5be6\u9a57\u6548\u7387\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u652f\u63f4\u5f9e\u8cc7\u6599\u96c6\u6e96\u5099\u3001\u6a21\u578b\u9078\u64c7\u5230\u7d50\u679c\u7522\u751f\u8207\u8996\u89ba\u5316\u7684\u5168\u6d41\u7a0b\u81ea\u52d5\u5316\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>3. \u81ea\u52d5\u5316\u5831\u544a\u64b0\u5beb<\/strong><br>\u5e73\u53f0<code>paper-solver<\/code>\u6a21\u7d44\u53ef\u5c07\u5be6\u9a57\u6578\u64da\u8207\u6587\u737b\u7d9c\u8ff0\u81ea\u52d5\u6574\u5408\u70ba\u7d50\u69cb\u5b8c\u6574\u7684\u5b78\u8853\u5831\u544a\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u652f\u63f4LaTeX\u683c\u5f0f\uff0c\u81ea\u52d5\u7522\u751f\u6458\u8981\u3001\u5f15\u8a00\u3001\u65b9\u6cd5\u3001\u7d50\u679c\u7b49\u7ae0\u7bc0\uff0c\u4e26\u4f7f\u7528\u81ea\u52d5\u8a55\u5be9\u7cfb\u7d71\u8a55\u5206\uff0c\u78ba\u4fdd\u5831\u544a\u7b26\u5408\u5b78\u8853\u6a19\u6e96\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1715\" height=\"916\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/image-761.png\" alt=\"\u8f38\u51fa\u904e\u7a0b\u516c\u958b\" class=\"wp-image-38342\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f\u8f38\u51fa\u904e\u7a0b\u516c\u958b<\/figcaption><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">\u5178\u578b\u61c9\u7528\u6d41\u7a0b\u7e3d\u89bd<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u9700\u6c42\u5834\u666f<\/th><th>\u4e3b\u8981\u5c0d\u8c61<\/th><th>\u5e73\u53f0\u6d41\u7a0b<\/th><th>\u589e\u503c\u512a\u52e2<\/th><\/tr><\/thead><tbody><tr><td><strong>\u6587\u737b\u7d9c\u8ff0<\/strong><\/td><td>\u79d1\u5b78\u7814\u7a76\u4eba\u54e1\/\u5b78\u751f<\/td><td>\u8f38\u5165\u4e3b\u984c\u2192API\u6aa2\u7d22\u2192\u6458\u8981\u7be9\u9078\u2192\u5168\u6587\u6574\u5408<\/td><td>\u7d50\u679c\u5168\u9762\u5ba2\u89c0\uff0c\u9ad8\u6548\u5efa\u69cb\u7406\u8ad6\u57fa\u790e<\/td><\/tr><tr><td><strong>\u5be6\u9a57\u8a2d\u8a08\u8207\u57f7\u884c<\/strong><\/td><td>\u6a5f\u5668\u5b78\u7fd2\u5de5\u7a0b\u5e2b\/PI<\/td><td>\u5c0d\u8a71\u5236\u5b9a\u8a08\u756b\u2192\u7a0b\u5f0f\u78bc\u7522\u751f\u2192\u8fed\u4ee3\u6700\u4f73\u5316\u2192\u7d50\u679c\u8f38\u51fa<\/td><td>\u81ea\u52d5\u7de8\u78bc\u6e2c\u8a66\uff0c\u52a0\u901f\u5be6\u9a57\u8fed\u4ee3<\/td><\/tr><tr><td><strong>\u5b78\u8853\u5831\u544a\u64b0\u5beb<\/strong><\/td><td>\u535a\u58eb\u751f\/\u6559\u6388<\/td><td>\u6574\u5408\u7d50\u679c\u2192\u6846\u67b6\u7522\u751f\u2192\u5167\u5bb9\u586b\u5145\u2192\u7de8\u8b6f\u6700\u4f73\u5316<\/td><td>\u81ea\u52d5\u6392\u7248\u751f\u6210\uff0c\u63d0\u5347\u5b78\u8853\u5beb\u4f5c\u6548\u7387<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">\u4f7f\u7528\u8005\u64cd\u4f5c\u9ad4\u9a57\u8207\u652f\u63f4<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u96d9\u6a21\u5f0f\u5207\u63db<\/strong>\uff1a\u81ea\u4e3b\u6a21\u5f0f\u4e00\u9375\u555f\u52d5\uff0c\u5354\u540c\u6a21\u5f0f\u652f\u63f4\u968e\u6bb5\u6027\u56de\u994b\uff0c\u6eff\u8db3\u4e0d\u540c\u5c64\u7d1a\u4f7f\u7528\u8005\u7684\u63a7\u5236\u9700\u6c42\u3002<\/li>\n\n\n\n<li><strong>\u667a\u6167\u5f15\u5c0e<\/strong>\uff1aAgent\u9593\u900f\u904e\u5c0d\u8a71\u63a8\u52d5\u9032\u7a0b\uff0c\u4f7f\u7528\u8005\u53ef\u6e05\u695a\u4e86\u89e3\u6bcf\u4e00\u6b65\u7684\u6c7a\u7b56\u908f\u8f2f\u3002<\/li>\n\n\n\n<li><strong>\u8c50\u5bcc\u6587\u4ef6\u8207\u6848\u4f8b<\/strong>\uff1a\u5b98\u65b9\u8ad6\u6587\u8207\u958b\u6e90\u7a0b\u5f0f\u78bc\u5eab\u63d0\u4f9b\u8a73\u76e1\u8aaa\u660e\uff0c\u9069\u5408\u958b\u767c\u8005\u8207\u7814\u7a76\u8005\u5feb\u901f\u4e0a\u624b\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u958b\u767c\u8005\u652f\u6301<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u958b\u6e90\u7a0b\u5f0f\u78bc\u5eab<\/strong>\uff1aGitHub\u63d0\u4f9b\u5b8c\u6574\u7a0b\u5f0f\u78bc\uff0c\u65b9\u4fbf\u5fa9\u73fe\u3001\u4fee\u6539\u548c\u6574\u5408\u3002<\/li>\n\n\n\n<li><strong>\u8a73\u7d30\u8ad6\u6587<\/strong>\uff1a\u6e05\u6670\u95e1\u8ff0\u67b6\u69cb\u8a2d\u8a08\u3001\u6280\u8853\u7d30\u7bc0\u8207\u5be6\u9a57\u8a55\u4f30\uff0c\u63d0\u4f9b\u7406\u8ad6\u652f\u63f4\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u5e73\u53f0\u5c0d\u79d1\u5b78\u7814\u7a76\u7522\u696d\u610f\u7fa9\u8207\u672a\u4f86\u5c55\u671b<\/h4>\n\n\n\n<ul 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